📑 Selected Publications (Full List)
Contextual Intelligence: Sensing the Outside
Focus: context engineering and context learning for continual adaptation in open, dynamic environments.
- Meta Context Engineering via Agentic Skill Evolution, Haoran Ye, Xuning He, Vincent Arak, Haonan Dong, Guojie Song
- Meta-R1: Empowering Large Reasoning Models with Metacognition, Haonan Dong, Haoran Ye, Wenhao Zhu, Kehan Jiang, Guojie Song
Value Intelligence: Governing from Within
Focus: value modeling, value measurement, and value alignment for interpretable and governable intelligence.
SurveyPsychometrics with AI Foundation Models, Haoran Ye, Tianrui Huo, Zheng Guo, Xin Zhang, Haonan Dong, Guojie SongSurveyLarge Language Model Psychometrics: A Systematic Review of Evaluation, Validation, and Enhancement, Haoran Ye, Jing Jin, Yuhang Xie, Xin Zhang, Guojie SongACL 2025 MainGenerative Psycho-Lexical Approach for Constructing Value Systems in Large Language Models, Haoran Ye, Tianze Zhang, Yuhang Xie, Liyuan Zhang, Yuanyi Ren, Xin Zhang, Guojie SongAAAI 2025Measuring Human and AI Values Based on Generative Psychometrics with Large Language Models, Haoran Ye, Yuhang Xie, Yuanyi Ren, Hanjun Fang, Xin Zhang, Guojie SongACL 2024 MainValueBench: Towards Comprehensively Evaluating Value Orientations and Understanding of Large Language Models, Yuanyi Ren, Haoran Ye, Hanjun Fang, Xin Zhang, Guojie Song
Swarm Intelligence: Scaling through Unity
Focus: learnable collective intelligence and test-time scaling via coordinated multi-agent or multi-solver collaboration.
NeurIPS 2024ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution, Haoran Ye, Jiarui Wang, Zhiguang Cao, Federico Berto, Chuanbo Hua, Haeyeon Kim, Jinkyoo Park, Guojie SongNeurIPS 2023DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization, Haoran Ye, Jiarui Wang, Zhiguang Cao, Helan Liang, Yong LiAAAI 2024GLOP: Learning Global Partition and Local Construction for Solving Large-scale Routing Problems in Real-time, Haoran Ye, Jiarui Wang, Helan Liang, Zhiguang Cao, Yong Li, Fanzhang LiKDD 2025TransPlace: Transferable Circuit Global Placement via Graph Neural Network, Yunbo Hou, Haoran Ye, Shuwen Yang, Yingxue Zhang, Siyuan Xu, Guojie SongKDD 2024RoutePlacer: An End-to-End Routability-Aware Placer with Graph Neural Network, Yunbo Hou, Haoran Ye, Yingxue Zhang, Siyuan Xu, Guojie SongKDD 2025 D&B TrackRL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark, Federico Berto, Chuanbo Hua, Junyoung Park, Laurin Luttmann, Yining Ma, Fanchen Bu, Jiarui Wang, Haoran Ye, Minsu Kim, and more authors